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WO2018142295A1 - Procédé et appareil de spectroscopie d'imagerie informatique à grand angle - Google Patents

Procédé et appareil de spectroscopie d'imagerie informatique à grand angle Download PDF

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Publication number
WO2018142295A1
WO2018142295A1 PCT/IB2018/050595 IB2018050595W WO2018142295A1 WO 2018142295 A1 WO2018142295 A1 WO 2018142295A1 IB 2018050595 W IB2018050595 W IB 2018050595W WO 2018142295 A1 WO2018142295 A1 WO 2018142295A1
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WO
WIPO (PCT)
Prior art keywords
spectral
imaging
lens assembly
image
spatio
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Ceased
Application number
PCT/IB2018/050595
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English (en)
Inventor
Yosef Akhtman
Christophe GALLAND
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Gamaya SA
Original Assignee
Gamaya SA
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Gamaya SA filed Critical Gamaya SA
Priority to JP2019563702A priority Critical patent/JP2020508469A/ja
Priority to EP18707416.6A priority patent/EP3577062A1/fr
Priority to US16/483,048 priority patent/US11092489B2/en
Publication of WO2018142295A1 publication Critical patent/WO2018142295A1/fr
Priority to IL268418A priority patent/IL268418A/en
Anticipated expiration legal-status Critical
Ceased legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28—Investigating the spectrum
    • G01J3/2823—Imaging spectrometer
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/02—Details
    • G01J3/0205—Optical elements not provided otherwise, e.g. optical manifolds, diffusers, windows
    • G01J3/0208—Optical elements not provided otherwise, e.g. optical manifolds, diffusers, windows using focussing or collimating elements, e.g. lenses or mirrors; performing aberration correction
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/02—Details
    • G01J3/0256—Compact construction
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/02—Details
    • G01J3/0264—Electrical interface; User interface
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/02—Details
    • G01J3/0297—Constructional arrangements for removing other types of optical noise or for performing calibration
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28—Investigating the spectrum
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28—Investigating the spectrum
    • G01J3/2803—Investigating the spectrum using photoelectric array detector
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28—Investigating the spectrum
    • G01J3/30—Measuring the intensity of spectral lines directly on the spectrum itself
    • G01J3/36—Investigating two or more bands of a spectrum by separate detectors
    • G—PHYSICS
    • G02—OPTICS
    • G02B—OPTICAL ELEMENTS, SYSTEMS OR APPARATUS
    • G02B13/00—Optical objectives specially designed for the purposes specified below
    • G02B13/001—Miniaturised objectives for electronic devices, e.g. portable telephones, webcams, PDAs, small digital cameras
    • G02B13/0015—Miniaturised objectives for electronic devices, e.g. portable telephones, webcams, PDAs, small digital cameras characterised by the lens design
    • G—PHYSICS
    • G02—OPTICS
    • G02B—OPTICAL ELEMENTS, SYSTEMS OR APPARATUS
    • G02B13/00—Optical objectives specially designed for the purposes specified below
    • G02B13/14—Optical objectives specially designed for the purposes specified below for use with infrared or ultraviolet radiation
    • G02B13/146—Optical objectives specially designed for the purposes specified below for use with infrared or ultraviolet radiation with corrections for use in multiple wavelength bands, such as infrared and visible light, e.g. FLIR systems
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B82—NANOTECHNOLOGY
    • B82Y—SPECIFIC USES OR APPLICATIONS OF NANOSTRUCTURES; MEASUREMENT OR ANALYSIS OF NANOSTRUCTURES; MANUFACTURE OR TREATMENT OF NANOSTRUCTURES
    • B82Y20/00—Nanooptics, e.g. quantum optics or photonic crystals
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28—Investigating the spectrum
    • G01J3/2803—Investigating the spectrum using photoelectric array detector
    • G01J2003/2806—Array and filter array
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28—Investigating the spectrum
    • G01J3/2823—Imaging spectrometer
    • G01J2003/2826—Multispectral imaging, e.g. filter imaging
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28—Investigating the spectrum
    • G01J2003/283—Investigating the spectrum computer-interfaced
    • G01J2003/2836—Programming unit, i.e. source and date processing
    • G—PHYSICS
    • G02—OPTICS
    • G02B—OPTICAL ELEMENTS, SYSTEMS OR APPARATUS
    • G02B13/00—Optical objectives specially designed for the purposes specified below
    • G02B13/001—Miniaturised objectives for electronic devices, e.g. portable telephones, webcams, PDAs, small digital cameras
    • G02B13/0015—Miniaturised objectives for electronic devices, e.g. portable telephones, webcams, PDAs, small digital cameras characterised by the lens design
    • G02B13/002—Miniaturised objectives for electronic devices, e.g. portable telephones, webcams, PDAs, small digital cameras characterised by the lens design having at least one aspherical surface
    • G02B13/0045—Miniaturised objectives for electronic devices, e.g. portable telephones, webcams, PDAs, small digital cameras characterised by the lens design having at least one aspherical surface having five or more lenses

Definitions

  • the invention relates to a computational imaging system, more specifically a system for a computational imaging spectroscopy to provide a compact and lightweight design, as well as a wide field of view of the imaged scene.
  • a new generation of compact hyperspectral sensors has been developed, based on the integration of spectral nanofilters directly on a photosensitive pixel array.
  • a number of spectral band-path filter technologies have been utilised for this purpose including Fabry-Perot interferometers and plasmonic filters.
  • the Fabry-Perot interferometer makes use of multiple reflections between the two closely spaced partially silvered surfaces. Part of the light is transmitted each time the light reaches the second surface, resulting in multiple offset beams which can interfere with each other.
  • the large number of interfering rays produces an interferometer with extremely high resolution, somewhat like the multiple slits of a diffraction grating increase its resolution.
  • the aforementioned technology is enabling a growing number of applications of hyperspectral imaging, in particular applications for which low weight and small size are critical.
  • Compact hyperspectral cameras mounted on unmanned drones may be used to monitor vegetation, water and farming fields for remote sensing.
  • the compact design allows for the development of a new class of hyperspectral nano- satellites, which carries the potential to dramatically reduce the cost of production and deployment of such devices.
  • the passband central wavelength and the spectral response of a Fabry-Perot, or a plasmonic filter depends on the illumination angle relative to the plane normal to the filter surface.
  • the above-mentioned angle-dependence results in two effects detrimental to the spectral camera performance. The first is that the passband wavelength shifts toward the red for pixels further away from the axis of the system and the second is that the spectral width of the passband increases with increasing incidence cone angle on the sensor, which leads to a decrease in spectral resolution.
  • the problem is particularly significant when the lens is designed to capture a wide angle-of-view, because such designs lead to very wide distribution of incidence angles of the light rays on the imaging plane.
  • the invention provides an imaging system for computational imaging spectroscopy of light reflected from an object to be captured, the imaging system being configured to provide compact and lightweight design, and further provide a large field of view of an object.
  • the system comprises a plurality of imaging components to capture a plurality of rays of light reflected by an imaged object, the plurality of imaging components comprising: a lens assembly configured to provide a wide-angle of view, an image-side telecentricity, such that chief rays are incident
  • a spectral nanofilter array perpendicular to an image plane, at the expense of the correction for lateral and longitudinal chromatic aberrations; a spectral nanofilter array; a light sensitive imaging sensor array; and a computational device to reconstruct a spectral cube from data output from the light sensitive imaging sensor array.
  • the lens assembly comprises a plurality of elements, among which a plano-concave singlet element, a plano-convex singlet element; a biconcave singlet element; and an aperture stop, whereby the aperture stop is any one from the list comprising a fixed aperture and a variable-diameter aperture.
  • the lens assembly is configured to produce a plurality of distortion patterns for each wavelength within the spectral range of interest, where the spectral nanofilter array is configured to produce a plurality of spatio-spectral samples; and the imaging sensor array is configured to record the plurality of spatio-spectral samples on the data storage device.
  • the computational device further is configured to reconstruct the spectral cube of an imaged scene from a plurality of spatio-spectral samples of an imaged scene recorded by the imaging sensor.
  • figure 1 illustrates a computational hyperspectral imaging system, in accordance with at least one embodiment
  • figure 2 illustrates an embodiment of a lens system assembly optimised to produce an object-side wide angle and image-side telecentric projection of the captured scene, while allowing for a compact and lightweight design;
  • figure 3 illustrates an imaging system, whereupon the chief ray angle increases with the increasing distance of the imaged object from the optical axes;
  • figure 4 is a graphical representation of effects of increased chief ray angle, in accordance with at least one embodiment.
  • figure 5 illustrates an embodiment of the hyperspectral imaging system whereupon the lens assembly may correct for longitudinal, but not the lateral chromatic aberrations and further achieve the image-space telecentricity.
  • the system includes a plurality of imaging components, as well as a computational device to reconstruct a spectral cube.
  • the plurality of imaging components includes a lens assembly, a fixed, or variable- diameter aperture, a spectral nanofilter array, and a photosensitive pixel array.
  • the photosensitive pixel array may be typically implemented using CCD, or CMOS technology, among other methods.
  • the computational device may include a fast data transfer interface with the imaging sensor, temporary data storage buffer, data processing device, as well as removable, or integrated data storage device. Furthermore, the computational device performs the geometric and radiometric reconstruction of the imaged scene from the plurality of the spatio-spectral samples recorder by the individual photosensitive elements of the imaging sensor.
  • the lens assembly provides a wide-angle image-telecentric capture of the rays of light reflected by the imaged object, and further is optimized for compactness and low weight.
  • the lens may correct for longitudinal, but not the lateral chromatic aberrations.
  • the fixed, or variable-diameter aperture stop disposed between the imaged object to be captured and the doublet lens in the object focal plane to achieve the image-space telecentricity so as to chief rays are incident perpendicular to an image sensor place.
  • a plurality of imaging components including singlet lenses and fixed, or variable-diameter aperture are arranged in a specific order and configuration from the object side to the image side.
  • the computational device reconstructs a spectral cube from the plurality of spatio-spectral samples recorded by the imaging sensor, and further computes the reflectance.
  • references to "one embodiment,” “at least one embodiment,” “an embodiment,” “one example,” “an example,” “for example,” and so on indicate that the embodiment(s) or example(s) may include a particular feature, structure, characteristic, property, element, or limitation but that not every embodiment or example necessarily includes that particular feature, structure, characteristic, property, element, or limitation. Further, repeated use of the phrase “in an embodiment” does not necessarily refer to the same embodiment.
  • this shows a computational hyperspectral imaging system 100 comprising a lens assembly 103 configured to provide compact and lightweight design, as well as a large field of view of an object 101 to be captured.
  • a plurality of imaging components comprises the lens assembly 103 with a plurality of lens elements 103, a fixed, or variable-diameter aperture, a spectral nanofilter array 105, and a photosensitive pixel array 106.
  • the photosensitive pixel array 106 may typically be implemented using a charge-coupled device CCD, or complementary metal-oxide- semiconductor (CMOS) technology, among other methods.
  • CCD charge-coupled device
  • CMOS complementary metal-oxide- semiconductor
  • the computational hyperspectral imaging system 100 further comprises a computational device 109 enabled to provide a reconstruction of the spectral cube 1 10 of the imaged object 101.
  • the computational device 109 may comprise a fast data transfer interface 11 1 with the imaging pixel array 106, a temporary data storage buffer 108, as well as an internal, or a removable data storage device 110.
  • the computational device 109 performs the geometric and radiometric reconstruction of the imaged object 101 from a plurality of spatio-spectral samples 107 recorder by the individual photosensitive elements of the imaging photosensitive pixel array 106.
  • the lens assembly 103 provides a wide-angle image-telecentric view of the imaged object 101 , and is further optimised for compactness and low weight. More specifically, the lens assembly 103 collects a plurality of rays of light 102 reflected from a plurality of spatial points on a surface of the imaged object 101 and thereby translates them into collimated rays
  • the lens assembly 103 may correct for
  • the lens assembly 103 assembly is optimised to correct the longitudinal chromatic aberrations, but not provide correction of lateral chromatic aberrations.
  • the lens assembly 103 may therefore produce different chromatic aberrations pattern for each wavelength within the spectral range of interest thus resulting in a plurality of optically and radiometrically distorted layers 107 of spatio-spectral samples.
  • the lens assembly 103 is explained in detail in conjunction with figure 2, albeit the reference 103 is not used in figure 2.
  • the spectral nanofilter array 105 may further constitute a fixed, or tunable pattern of frequency selective filters whereupon each individual filter is capable of transferring a specifically intended part the
  • the plurality of frequency-selective filters of the spectral nanofilter array 105 may be organised in a gradient, periodic, or aperiodic patterns thus allowing for the generation of various spatio-spectral sampling strategies.
  • the spectral nanofilter array 105 may be
  • the photosensitive pixel array 106 may be typically implemented using CCD, or CMOS technology.
  • Figure 2 further details the lens assembly 103 of figure 1 , which is an imaging objective, in accordance with at least one preferred embodiment of the invention.
  • the lens assembly 200 comprises a plurality of components for intended manipulation of rays of electromagnetic radiation within the target range of spectrum.
  • the lens assembly 200 for computational hyperspectral imaging spectroscopy provides compact and lightweight design, as well as large field of view of an object to be captured.
  • the imaging components includes singlet lens elements arranged from the object side to the image side, including a planoconcave element 201 , a fixed or variable-diameter aperture 202, a first plano-convex element 203, a second plano-convex element 204, a biconcave element 204, a third plano-convex element 206, a fourth planoconvex element 207, and an image plane 208 that further comprises by a spectral nanofilter array and a photosensitive pixel array (both not shown in figure 2).
  • the hyperspectral imaging system 100 of figure 1 is further detailed in figure 3. It mitigates the potential performance degradation of a nanofilter array 304 when used in conjunction with standard lens systems available on the market.
  • figure 4 is a graphical representation 400 of the red-shift effect for increasing an incidence angle 302 on the nanofilter array 304 shown in figure 3, in accordance with at least one preferred embodiment of the invention.
  • Figure 4 is explained in conjunction with elements from figure 3.
  • Figure 5 illustrates the property of a lens assembly 501 of a
  • hyperspectral imaging system 500 whereupon the lens assembly 501 may correct for longitudinal, but not the lateral chromatic aberrations and further achieve the image-space telecentricity.
  • a resultant chromatic aberration 503 observed on the surface on an imaging pixel array 502 may then be corrected by a computational device 504 resulting in the complete hyperspectral cube and the spectral properties of the imaged object in every pixel of the obtained image.
  • the aforementioned arrangement provides various advantages such as providing results in high speed, compact solution, cost-effective, simplified design, direct integration of "partial scene”, providing spectral images by integrating multiple narrow snapshot pictures and then provides easier reconstruction of final image even if scene movement not perfectly translational (e.g., UAV applications).
  • the computational hyperspectral imaging system 100 (see figure 1) enables a real-time hyperspectral imaging at video-rates.
  • the senor 106 may be implemented using CCD, or CMOS technologies and further capable of receiving light signals across a variety of spectral bands, including but not limited to ultra-violet, visible, near-infrared, mid-wave infrared, short-wave infrared and thermal infrared.
  • the present computational hyperspectral imaging system 100 provides a lens system for a multispectral or a hyperspectral camera with integrated spectral filters overlaid on the sensor pixels. Further the present computational hyperspectral imaging system 100 simultaneously captures all spectral information corresponding to each spatial pixel. The present computational hyperspectral imaging system further provides high throughput for maximal sensitivity with low spectral distortion. Hence the present system provides a compact imaging lens system with a short focal length and wide aperture.
  • the various applications of the present hyperspectral imaging system 100 at least comprises medical imaging, precision agriculture and remote sensing, life-science instrumentation, microscopy & endoscopy, sorting, machine vision, art work scanning, colour measurements, print quality control, blood analysis, chemical analysis, security and surveillance, cosmetics, textile industry, and mineral sorting.
  • WO 20131 16316 A1 Hyperspectral imaging systems, units, and methods

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  • Physics & Mathematics (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • General Physics & Mathematics (AREA)
  • Optics & Photonics (AREA)
  • Health & Medical Sciences (AREA)
  • Toxicology (AREA)
  • Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Spectrometry And Color Measurement (AREA)
  • Investigating Or Analysing Materials By Optical Means (AREA)
  • Studio Devices (AREA)

Abstract

La présente invention concerne un système de spectroscopie d'imagerie informatique pour fournir une conception compacte et légère, ainsi qu'un grand champ de vision d'un objet à capturer. Le système comprend des composants d'imagerie et un dispositif informatique. Les composants d'imagerie comprennent un ensemble lentille, un orifice de diamètre fixe ou variable, un ensemble de filtres spectraux et un capteur d'imagerie. L'ensemble lentille fournit un grand angle de vision, une télécentricité côté image, et peut en outre corriger des aberrations chromatiques longitudinales. L'ensemble lentille peut ne pas fournir une correction d'aberrations chromatiques latérales. En outre, l'ensemble lentille fournit une télécentricité de l'espace image de façon à ce que des rayons principaux soient incidents perpendiculairement au capteur d'image. L'ensemble lentille peut produire différents motifs d'aberrations chromatiques pour chaque longueur d'onde dans la plage spectrale d'intérêt. L'ensemble de nanofiltres passe-bandes est conçu pour filtrer une pluralité de bandes de lumière spécifiques réfléchies par l'objet imagé et produire en outre une pluralité d'échantillons spatio-spectraux de l'objet imagé projeté sur les pixels photosensibles du capteur d'imagerie. Le dispositif informatique reconstruit un cube spectral complet à l'intérieur de la plage spectrale d'intérêt, et permet en outre le calcul du facteur de réflexion d'objet au niveau de chaque pixel de l'image capturée à partir de la pluralité d'échantillons spatio-spectraux enregistrés par le capteur d'imagerie.
PCT/IB2018/050595 2017-02-03 2018-01-31 Procédé et appareil de spectroscopie d'imagerie informatique à grand angle Ceased WO2018142295A1 (fr)

Priority Applications (4)

Application Number Priority Date Filing Date Title
JP2019563702A JP2020508469A (ja) 2017-02-03 2018-01-31 広角コンピュータ撮像分光法および装置
EP18707416.6A EP3577062A1 (fr) 2017-02-03 2018-01-31 Procédé et appareil de spectroscopie d'imagerie informatique à grand angle
US16/483,048 US11092489B2 (en) 2017-02-03 2018-01-31 Wide-angle computational imaging spectroscopy method and apparatus
IL268418A IL268418A (en) 2017-02-03 2019-08-01 Wide-angle computational imaging spectroscopy method and apparatus

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
IB2017050597 2017-02-03
IBPCT/IB2017/050597 2017-02-03

Publications (1)

Publication Number Publication Date
WO2018142295A1 true WO2018142295A1 (fr) 2018-08-09

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US (1) US11092489B2 (fr)
EP (1) EP3577062A1 (fr)
JP (1) JP2020508469A (fr)
IL (1) IL268418A (fr)
WO (1) WO2018142295A1 (fr)

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US12181343B2 (en) * 2022-08-05 2024-12-31 Huazhong University Of Science And Technology Method and system for building short-wave, medium-wave and long-wave infrared spectrum dictionary

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